Pandas Profiling Report

Dataset statistics

Number of variables	33
Number of observations	284807
Missing cells	56962
Missing cells (%)	0.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	81.9 MiB
Average record size in memory	301.7 B

Variable types

Numeric	30
Categorical	3

Alerts

`Group` has a high cardinality: 1400 distinct values	High cardinality
`Per2` is highly overall correlated with `Normalised_FNT`	High correlation
`Dem1` is highly overall correlated with `Target`	High correlation
`Dem4` is highly overall correlated with `Target`	High correlation
`Dem5` is highly overall correlated with `Target`	High correlation
`Dem8` is highly overall correlated with `Dem9`	High correlation
`Dem9` is highly overall correlated with `Dem8`	High correlation
`Normalised_FNT` is highly overall correlated with `Per2`	High correlation
`geo_score` is highly overall correlated with `Target`	High correlation
`instance_scores` is highly overall correlated with `Target`	High correlation
`qsets_normalized_tat` is highly overall correlated with `Target`	High correlation
`lambda_wt` is highly overall correlated with `Target`	High correlation
`Target` is highly overall correlated with `Dem1` and 7 other fields	High correlation
`data` is highly overall correlated with `Target`	High correlation
`Target` is highly imbalanced (98.2%)	Imbalance
`Target` has 56962 (20.0%) missing values	Missing
`id` is uniformly distributed	Uniform
`id` has unique values	Unique

Reproduction

Analysis started	2023-02-01 10:27:12.329728
Analysis finished	2023-02-01 10:30:04.692549
Duration	2 minutes and 52.36 seconds
Software version	pandas-profiling vv3.6.3
Download configuration	config.json

id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	284807
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	142403

Minimum	0
Maximum	284806
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	14240.3
Q1	71201.5
median	142403
Q3	213604.5
95-th percentile	270565.7
Maximum	284806
Range	284806
Interquartile range (IQR)	142403

Descriptive statistics

Standard deviation	82216.843
Coefficient of variation (CV)	0.57735331
Kurtosis	-1.2
Mean	142403
Median Absolute Deviation (MAD)	71202
Skewness	-5.0543057 × 10^-19
Sum	4.0557371 × 10¹⁰
Variance	6.7596093 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
112751	1	< 0.1%
197947	1	< 0.1%
273451	1	< 0.1%
81277	1	< 0.1%
69475	1	< 0.1%
34598	1	< 0.1%
202156	1	< 0.1%
165911	1	< 0.1%
138413	1	< 0.1%
262000	1	< 0.1%
Other values (284797)	284797	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
284806	1	< 0.1%
284805	1	< 0.1%
284804	1	< 0.1%
284803	1	< 0.1%
284802	1	< 0.1%
284801	1	< 0.1%
284800	1	< 0.1%
284799	1	< 0.1%
284798	1	< 0.1%
284797	1	< 0.1%

Group
Categorical

Distinct	1400
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

Grp108	1847
Grp184	1786
Grp70	1771
Grp36	1768
Grp42	1768
Other values (1395)	275867

Length

Max length	7
Median length	6
Mean length	5.5475006
Min length	4

Characters and Unicode

Total characters	1579967
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	375 ?
Unique (%)	0.1%

Sample

1st row	Grp169
2nd row	Grp161
3rd row	Grp261
4th row	Grp198
5th row	Grp228

Common Values

Value	Count	Frequency (%)
Grp108	1847	0.6%
Grp184	1786	0.6%
Grp70	1771	0.6%
Grp36	1768	0.6%
Grp42	1768	0.6%
Grp141	1754	0.6%
Grp51	1736	0.6%
Grp137	1734	0.6%
Grp43	1731	0.6%
Grp17	1727	0.6%
Other values (1390)	267185	93.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
grp108	1847	0.6%
grp184	1786	0.6%
grp70	1771	0.6%
grp36	1768	0.6%
grp42	1768	0.6%
grp141	1754	0.6%
grp51	1736	0.6%
grp137	1734	0.6%
grp43	1731	0.6%
grp17	1727	0.6%
Other values (1390)	267185	93.8%

Most occurring characters

Value	Count	Frequency (%)
G	284807	18.0%
r	284807	18.0%
p	284807	18.0%
1	145999	9.2%
2	106432	6.7%
3	78304	5.0%
4	72721	4.6%
5	63828	4.0%
6	57167	3.6%
8	55594	3.5%
Other values (3)	145501	9.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	725546	45.9%
Lowercase Letter	569614	36.1%
Uppercase Letter	284807	18.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	145999	20.1%
2	106432	14.7%
3	78304	10.8%
4	72721	10.0%
5	63828	8.8%
6	57167	7.9%
8	55594	7.7%
7	50083	6.9%
0	49446	6.8%
9	45972	6.3%

Lowercase Letter

Value	Count	Frequency (%)
r	284807	50.0%
p	284807	50.0%

Uppercase Letter

Value	Count	Frequency (%)
G	284807	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	854421	54.1%
Common	725546	45.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	145999	20.1%
2	106432	14.7%
3	78304	10.8%
4	72721	10.0%
5	63828	8.8%
6	57167	7.9%
8	55594	7.7%
7	50083	6.9%
0	49446	6.8%
9	45972	6.3%

Latin

Value	Count	Frequency (%)
G	284807	33.3%
r	284807	33.3%
p	284807	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1579967	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
G	284807	18.0%
r	284807	18.0%
p	284807	18.0%
1	145999	9.2%
2	106432	6.7%
3	78304	5.0%
4	72721	4.6%
5	63828	4.0%
6	57167	3.6%
8	55594	3.5%
Other values (3)	145501	9.2%

Per1
Real number (ℝ)

Distinct	1867
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666935

Minimum	-18.136667
Maximum	1.4833333
Zeros	241
Zeros (%)	0.1%
Negative	26045
Negative (%)	9.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-18.136667
5-th percentile	-0.3
Q1	0.36
median	0.67333333
Q3	1.1066667
95-th percentile	1.36
Maximum	1.4833333
Range	19.62
Interquartile range (IQR)	0.74666667

Descriptive statistics

Standard deviation	0.65289864
Coefficient of variation (CV)	0.97934403
Kurtosis	32.487162
Mean	0.66666935
Median Absolute Deviation (MAD)	0.39666667
Skewness	-3.2806903
Sum	189872.1
Variance	0.42627664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.353333333	2565	0.9%
1.35	2393	0.8%
1.346666667	2362	0.8%
1.08	2192	0.8%
1.066666667	2178	0.8%
1.086666667	2146	0.8%
1.063333333	2122	0.7%
1.343333333	2047	0.7%
1.356666667	2045	0.7%
1.06	2039	0.7%
Other values (1857)	262718	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18.13666667	1	< 0.1%
-14.95333333	1	< 0.1%
-13.31	1	< 0.1%
-12.82333333	1	< 0.1%
-12.68	1	< 0.1%
-11.85333333	1	< 0.1%
-11.68333333	1	< 0.1%
-11.6	1	< 0.1%
-11.50333333	1	< 0.1%
-11.30333333	1	< 0.1%

Value	Count	Frequency (%)
1.483333333	3	< 0.1%
1.48	1	< 0.1%
1.476666667	1	< 0.1%
1.473333333	5	< 0.1%
1.47	7	< 0.1%
1.466666667	16	< 0.1%
1.463333333	22	< 0.1%
1.46	27	< 0.1%
1.456666667	48	< 0.1%
1.453333333	63	< 0.1%

Per2
Real number (ℝ)

Distinct	2459
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6666661

Minimum	-23.573333
Maximum	8.02
Zeros	123
Zeros (%)	< 0.1%
Negative	13810
Negative (%)	4.8%
Memory size	4.3 MiB

Quantile statistics

Minimum	-23.573333
5-th percentile	0.01
Q1	0.46666667
median	0.69
Q3	0.93333333
95-th percentile	1.27
Maximum	8.02
Range	31.593333
Interquartile range (IQR)	0.46666667

Descriptive statistics

Standard deviation	0.55043972
Coefficient of variation (CV)	0.82566027
Kurtosis	95.768656
Mean	0.6666661
Median Absolute Deviation (MAD)	0.23333333
Skewness	-4.6247194
Sum	189871.17
Variance	0.30298388
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6533333333	1418	0.5%
0.6466666667	1376	0.5%
0.66	1374	0.5%
0.6433333333	1371	0.5%
0.6566666667	1362	0.5%
0.65	1344	0.5%
0.6633333333	1329	0.5%
0.6966666667	1321	0.5%
0.64	1320	0.5%
0.6166666667	1319	0.5%
Other values (2449)	271273	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23.57333333	1	< 0.1%
-20.44666667	1	< 0.1%
-19.48666667	1	< 0.1%
-16.12666667	1	< 0.1%
-15.35333333	1	< 0.1%
-15.14333333	1	< 0.1%
-14.53666667	1	< 0.1%
-14.21333333	1	< 0.1%
-13.39	1	< 0.1%
-12.99333333	1	< 0.1%

Value	Count	Frequency (%)
8.02	1	< 0.1%
7.823333333	1	< 0.1%
7.056666667	1	< 0.1%
6.966666667	1	< 0.1%
6.726666667	1	< 0.1%
6.643333333	1	< 0.1%
6.473333333	1	< 0.1%
6.236666667	1	< 0.1%
6.233333333	1	< 0.1%
6.166666667	4	< 0.1%

Per3
Real number (ℝ)

Distinct	1537
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666479

Minimum	-15.443333
Maximum	3.7933333
Zeros	214
Zeros (%)	0.1%
Negative	22364
Negative (%)	7.9%
Memory size	4.3 MiB

Quantile statistics

Minimum	-15.443333
5-th percentile	-0.13
Q1	0.37
median	0.72666667
Q3	1.01
95-th percentile	1.3533333
Maximum	3.7933333
Range	19.236667
Interquartile range (IQR)	0.64

Descriptive statistics

Standard deviation	0.50541834
Coefficient of variation (CV)	0.75812963
Kurtosis	26.620886
Mean	0.66666479
Median Absolute Deviation (MAD)	0.31333333
Skewness	-2.240204
Sum	189870.8
Variance	0.25544769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.77	1166	0.4%
0.7666666667	1132	0.4%
0.76	1094	0.4%
0.7633333333	1068	0.4%
0.7566666667	991	0.3%
0.7266666667	986	0.3%
0.7233333333	981	0.3%
0.72	977	0.3%
0.7733333333	977	0.3%
0.7533333333	956	0.3%
Other values (1527)	274479	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15.44333333	1	< 0.1%
-10.56	1	< 0.1%
-10.32333333	1	< 0.1%
-10.15	1	< 0.1%
-9.936666667	1	< 0.1%
-9.7	1	< 0.1%
-9.52	1	< 0.1%
-9.393333333	4	< 0.1%
-9.336666667	1	< 0.1%
-9.156666667	1	< 0.1%

Value	Count	Frequency (%)
3.793333333	1	< 0.1%
2.076666667	1	< 0.1%
2.063333333	1	< 0.1%
2.033333333	1	< 0.1%
2.026666667	1	< 0.1%
2.023333333	1	< 0.1%
2.013333333	1	< 0.1%
2.01	1	< 0.1%
2.006666667	1	< 0.1%
1.996666667	1	< 0.1%

Per4
Real number (ℝ)

Distinct	1330
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666598

Minimum	-1.2266667
Maximum	6.2933333
Zeros	210
Zeros (%)	0.1%
Negative	17816
Negative (%)	6.3%
Memory size	4.3 MiB

Quantile statistics

Minimum	-1.2266667
5-th percentile	-0.066666667
Q1	0.38333333
median	0.66
Q3	0.91333333
95-th percentile	1.5233333
Maximum	6.2933333
Range	7.52
Interquartile range (IQR)	0.53

Descriptive statistics

Standard deviation	0.47195733
Coefficient of variation (CV)	0.70793673
Kurtosis	2.6355378
Mean	0.66666598
Median Absolute Deviation (MAD)	0.26666667
Skewness	0.6763116
Sum	189871.14
Variance	0.22274373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8066666667	1280	0.4%
0.8033333333	1274	0.4%
0.8333333333	1251	0.4%
0.78	1232	0.4%
0.4733333333	1200	0.4%
0.48	1199	0.4%
0.74	1190	0.4%
0.46	1180	0.4%
0.4766666667	1167	0.4%
0.47	1163	0.4%
Other values (1320)	272671	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.226666667	1	< 0.1%
-1.2	1	< 0.1%
-1.186666667	1	< 0.1%
-1.173333333	1	< 0.1%
-1.14	1	< 0.1%
-1.133333333	1	< 0.1%
-1.09	1	< 0.1%
-1.086666667	1	< 0.1%
-1.083333333	1	< 0.1%
-1.076666667	1	< 0.1%

Value	Count	Frequency (%)
6.293333333	1	< 0.1%
6.24	1	< 0.1%
6.163333333	1	< 0.1%
5.766666667	1	< 0.1%
5.046666667	1	< 0.1%
5.043333333	1	< 0.1%
4.9	1	< 0.1%
4.89	1	< 0.1%
4.72	1	< 0.1%
4.71	1	< 0.1%

Per5
Real number (ℝ)

Distinct	2014
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666712

Minimum	-37.246667
Maximum	12.266667
Zeros	135
Zeros (%)	< 0.1%
Negative	8467
Negative (%)	3.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	-37.246667
5-th percentile	0.1
Q1	0.43666667
median	0.65
Q3	0.87
95-th percentile	1.3666667
Maximum	12.266667
Range	49.513333
Interquartile range (IQR)	0.43333333

Descriptive statistics

Standard deviation	0.46008658
Coefficient of variation (CV)	0.69012939
Kurtosis	206.88106
Mean	0.66666712
Median Absolute Deviation (MAD)	0.21666667
Skewness	-2.4257016
Sum	189871.46
Variance	0.21167966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.64	1291	0.5%
0.6166666667	1268	0.4%
0.6366666667	1258	0.4%
0.6133333333	1257	0.4%
0.5933333333	1253	0.4%
0.6733333333	1248	0.4%
0.6333333333	1244	0.4%
0.6433333333	1240	0.4%
0.6933333333	1239	0.4%
0.66	1228	0.4%
Other values (2004)	272281	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-37.24666667	1	< 0.1%
-13.38333333	1	< 0.1%
-12.81	1	< 0.1%
-11.06	1	< 0.1%
-10.03	1	< 0.1%
-9.786666667	1	< 0.1%
-9.243333333	1	< 0.1%
-8.94	1	< 0.1%
-8.786666667	1	< 0.1%
-8.583333333	1	< 0.1%

Value	Count	Frequency (%)
12.26666667	1	< 0.1%
12.03333333	1	< 0.1%
11.63666667	1	< 0.1%
11.15333333	1	< 0.1%
10.38666667	1	< 0.1%
10.34	1	< 0.1%
10.25333333	1	< 0.1%
10.17333333	1	< 0.1%
9.55	1	< 0.1%
9.2	1	< 0.1%

Per6
Real number (ℝ)

Distinct	1568
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666627

Minimum	-8.0533333
Maximum	25.1
Zeros	77
Zeros (%)	< 0.1%
Negative	3478
Negative (%)	1.2%
Memory size	4.3 MiB

Quantile statistics

Minimum	-8.0533333
5-th percentile	0.19666667
Q1	0.41
median	0.57666667
Q3	0.8
95-th percentile	1.72
Maximum	25.1
Range	33.153333
Interquartile range (IQR)	0.39

Descriptive statistics

Standard deviation	0.44408877
Coefficient of variation (CV)	0.66613355
Kurtosis	42.640501
Mean	0.66666627
Median Absolute Deviation (MAD)	0.18666667
Skewness	1.8265121
Sum	189871.22
Variance	0.19721483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4666666667	1649	0.6%
0.4733333333	1617	0.6%
0.4933333333	1595	0.6%
0.47	1586	0.6%
0.4633333333	1581	0.6%
0.4766666667	1576	0.6%
0.48	1575	0.6%
0.4966666667	1574	0.6%
0.4866666667	1555	0.5%
0.4333333333	1522	0.5%
Other values (1558)	268977	94.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8.053333333	1	< 0.1%
-7.166666667	1	< 0.1%
-6.643333333	1	< 0.1%
-6.416666667	1	< 0.1%
-6.29	1	< 0.1%
-6.123333333	1	< 0.1%
-6.016666667	1	< 0.1%
-6	1	< 0.1%
-5.31	1	< 0.1%
-5.19	1	< 0.1%

Value	Count	Frequency (%)
25.1	1	< 0.1%
8.64	1	< 0.1%
8.176666667	1	< 0.1%
7.85	1	< 0.1%
7.796666667	1	< 0.1%
7.77	1	< 0.1%
7.73	1	< 0.1%
7.46	1	< 0.1%
6.69	1	< 0.1%
6.34	1	< 0.1%

Per7
Real number (ℝ)

Distinct	2022
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6666674

Minimum	-13.853333
Maximum	40.863333
Zeros	78
Zeros (%)	< 0.1%
Negative	6079
Negative (%)	2.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-13.853333
5-th percentile	0.19
Q1	0.48333333
median	0.68
Q3	0.85666667
95-th percentile	1.1366667
Maximum	40.863333
Range	54.716667
Interquartile range (IQR)	0.37333333

Descriptive statistics

Standard deviation	0.41236561
Coefficient of variation (CV)	0.61854773
Kurtosis	405.61194
Mean	0.6666674
Median Absolute Deviation (MAD)	0.18666667
Skewness	2.5538866
Sum	189871.54
Variance	0.17004539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.69	1773	0.6%
0.6966666667	1765	0.6%
0.6866666667	1746	0.6%
0.7033333333	1743	0.6%
0.6933333333	1704	0.6%
0.7	1687	0.6%
0.67	1685	0.6%
0.6833333333	1685	0.6%
0.7066666667	1680	0.6%
0.71	1651	0.6%
Other values (2012)	267688	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.85333333	1	< 0.1%
-13.17	1	< 0.1%
-11.68666667	1	< 0.1%
-10.41333333	1	< 0.1%
-9.92	1	< 0.1%
-9.733333333	4	< 0.1%
-8.74	1	< 0.1%
-8.67	1	< 0.1%
-8.183333333	1	< 0.1%
-7.473333333	1	< 0.1%

Value	Count	Frequency (%)
40.86333333	1	< 0.1%
15.35	1	< 0.1%
12.96	1	< 0.1%
12.89333333	1	< 0.1%
12.1	1	< 0.1%
11.17666667	1	< 0.1%
10.96666667	1	< 0.1%
10.40333333	1	< 0.1%
10.16666667	1	< 0.1%
10.08	1	< 0.1%

Per8
Real number (ℝ)

Distinct	2171
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6666641

Minimum	-23.74
Maximum	7.3366667
Zeros	24
Zeros (%)	< 0.1%
Negative	7394
Negative (%)	2.6%
Memory size	4.3 MiB

Quantile statistics

Minimum	-23.74
5-th percentile	0.38666667
Q1	0.59666667
median	0.67333333
Q3	0.77666667
95-th percentile	1.0166667
Maximum	7.3366667
Range	31.076667
Interquartile range (IQR)	0.18

Descriptive statistics

Standard deviation	0.39811879
Coefficient of variation (CV)	0.59718049
Kurtosis	220.57945
Mean	0.6666641
Median Absolute Deviation (MAD)	0.086666667
Skewness	-8.5215548
Sum	189870.6
Variance	0.15849857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6533333333	3356	1.2%
0.6466666667	3338	1.2%
0.66	3280	1.2%
0.64	3270	1.1%
0.6633333333	3248	1.1%
0.6433333333	3234	1.1%
0.6366666667	3225	1.1%
0.65	3210	1.1%
0.6566666667	3199	1.1%
0.67	3181	1.1%
Other values (2161)	252266	88.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23.74	1	< 0.1%
-16.31333333	1	< 0.1%
-16.23	1	< 0.1%
-16.14	1	< 0.1%
-13.16	1	< 0.1%
-13.01333333	1	< 0.1%
-12.56333333	1	< 0.1%
-12.42333333	1	< 0.1%
-12.33	1	< 0.1%
-12.25	1	< 0.1%

Value	Count	Frequency (%)
7.336666667	1	< 0.1%
7.196666667	1	< 0.1%
7.056666667	1	< 0.1%
6.916666667	1	< 0.1%
6.903333333	1	< 0.1%
6.776666667	1	< 0.1%
6.76	1	< 0.1%
6.646666667	1	< 0.1%
6.633333333	1	< 0.1%
6.523333333	1	< 0.1%

Per9
Real number (ℝ)

Distinct	1239
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666752

Minimum	-3.81
Maximum	5.8633333
Zeros	191
Zeros (%)	0.1%
Negative	8888
Negative (%)	3.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-3.81
5-th percentile	0.08
Q1	0.45333333
median	0.65
Q3	0.86666667
95-th percentile	1.26
Maximum	5.8633333
Range	9.6733333
Interquartile range (IQR)	0.41333333

Descriptive statistics

Standard deviation	0.36620728
Coefficient of variation (CV)	0.54931022
Kurtosis	3.7310954
Mean	0.66666752
Median Absolute Deviation (MAD)	0.20666667
Skewness	0.55467413
Sum	189871.58
Variance	0.13410777
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.65	1554	0.5%
0.6333333333	1529	0.5%
0.6166666667	1479	0.5%
0.6133333333	1456	0.5%
0.6366666667	1455	0.5%
0.6533333333	1433	0.5%
0.64	1420	0.5%
0.61	1404	0.5%
0.6266666667	1404	0.5%
0.6233333333	1403	0.5%
Other values (1229)	270270	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.81	1	< 0.1%
-3.773333333	1	< 0.1%
-3.043333333	1	< 0.1%
-2.946666667	1	< 0.1%
-2.493333333	1	< 0.1%
-2.486666667	4	< 0.1%
-2.426666667	1	< 0.1%
-2.32	1	< 0.1%
-2.246666667	1	< 0.1%
-2.21	1	< 0.1%

Value	Count	Frequency (%)
5.863333333	1	< 0.1%
4.13	1	< 0.1%
4.123333333	1	< 0.1%
4.116666667	1	< 0.1%
4.11	1	< 0.1%
4.103333333	1	< 0.1%
3.756666667	1	< 0.1%
3.743333333	1	< 0.1%
3.736666667	1	< 0.1%
3.71	1	< 0.1%

Dem1
Real number (ℝ)

Distinct	953
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666422

Minimum	-0.93333333
Maximum	4.6733333
Zeros	113
Zeros (%)	< 0.1%
Negative	3798
Negative (%)	1.3%
Memory size	4.3 MiB

Quantile statistics

Minimum	-0.93333333
5-th percentile	0.14333333
Q1	0.41333333
median	0.65666667
Q3	0.91333333
95-th percentile	1.2033333
Maximum	4.6733333
Range	5.6066667
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.34023933
Coefficient of variation (CV)	0.51036087
Kurtosis	1.6341864
Mean	0.66666422
Median Absolute Deviation (MAD)	0.25
Skewness	0.35649166
Sum	189870.64
Variance	0.1157628
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6866666667	1235	0.4%
0.4866666667	1223	0.4%
0.6133333333	1174	0.4%
0.4766666667	1157	0.4%
0.5933333333	1156	0.4%
0.5866666667	1100	0.4%
0.7766666667	1090	0.4%
0.64	1086	0.4%
0.6666666667	1072	0.4%
0.6066666667	1057	0.4%
Other values (943)	273457	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.9333333333	1	< 0.1%
-0.8933333333	1	< 0.1%
-0.8566666667	1	< 0.1%
-0.8166666667	1	< 0.1%
-0.78	1	< 0.1%
-0.74	1	< 0.1%
-0.7033333333	2	< 0.1%
-0.6833333333	2	< 0.1%
-0.6766666667	2	< 0.1%
-0.67	4	< 0.1%

Value	Count	Frequency (%)
4.673333333	1	< 0.1%
4.556666667	1	< 0.1%
4.54	1	< 0.1%
4.426666667	1	< 0.1%
4.41	1	< 0.1%
4.383333333	1	< 0.1%
4.343333333	1	< 0.1%
4.283333333	1	< 0.1%
4.183333333	1	< 0.1%
4.15	1	< 0.1%

Dem2
Real number (ℝ)

Distinct	770
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666953

Minimum	-1.2633333
Maximum	3.0433333
Zeros	160
Zeros (%)	0.1%
Negative	5971
Negative (%)	2.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-1.2633333
5-th percentile	0.12
Q1	0.45
median	0.66333333
Q3	0.88666667
95-th percentile	1.2033333
Maximum	3.0433333
Range	4.3066667
Interquartile range (IQR)	0.43666667

Descriptive statistics

Standard deviation	0.3317598
Coefficient of variation (CV)	0.49763756
Kurtosis	0.19532864
Mean	0.66666953
Median Absolute Deviation (MAD)	0.22
Skewness	0.065227797
Sum	189872.15
Variance	0.11006456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.65	1420	0.5%
0.62	1405	0.5%
0.5966666667	1388	0.5%
0.6666666667	1349	0.5%
0.67	1337	0.5%
0.68	1336	0.5%
0.66	1327	0.5%
0.5933333333	1307	0.5%
0.6433333333	1290	0.5%
0.6566666667	1288	0.5%
Other values (760)	271360	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.263333333	1	< 0.1%
-0.67	1	< 0.1%
-0.6533333333	1	< 0.1%
-0.63	1	< 0.1%
-0.6266666667	1	< 0.1%
-0.6166666667	1	< 0.1%
-0.6133333333	2	< 0.1%
-0.6066666667	1	< 0.1%
-0.6033333333	1	< 0.1%
-0.5966666667	2	< 0.1%

Value	Count	Frequency (%)
3.043333333	1	< 0.1%
2.19	1	< 0.1%
2.156666667	2	< 0.1%
2.123333333	1	< 0.1%
2.106666667	1	< 0.1%
2.086666667	1	< 0.1%
2.033333333	1	< 0.1%
2.013333333	1	< 0.1%
1.983333333	1	< 0.1%
1.966666667	1	< 0.1%

Dem3
Real number (ℝ)

Distinct	757
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666735

Minimum	-0.83333333
Maximum	3.6266667
Zeros	127
Zeros (%)	< 0.1%
Negative	6710
Negative (%)	2.4%
Memory size	4.3 MiB

Quantile statistics

Minimum	-0.83333333
5-th percentile	0.13666667
Q1	0.47333333
median	0.68333333
Q3	0.88333333
95-th percentile	1.1233333
Maximum	3.6266667
Range	4.46
Interquartile range (IQR)	0.41

Descriptive statistics

Standard deviation	0.30510743
Coefficient of variation (CV)	0.45766067
Kurtosis	0.28470602
Mean	0.66666735
Median Absolute Deviation (MAD)	0.20666667
Skewness	-0.30838126
Sum	189871.53
Variance	0.093090542
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6966666667	1378	0.5%
0.67	1333	0.5%
0.7233333333	1330	0.5%
0.7533333333	1330	0.5%
0.7366666667	1319	0.5%
0.6166666667	1314	0.5%
0.7566666667	1313	0.5%
0.72	1310	0.5%
0.68	1294	0.5%
0.7133333333	1288	0.5%
Other values (747)	271598	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.8333333333	1	< 0.1%
-0.7966666667	1	< 0.1%
-0.7333333333	2	< 0.1%
-0.7166666667	1	< 0.1%
-0.7	1	< 0.1%
-0.6966666667	1	< 0.1%
-0.6766666667	1	< 0.1%
-0.67	1	< 0.1%
-0.6466666667	1	< 0.1%
-0.64	2	< 0.1%

Value	Count	Frequency (%)
3.626666667	1	< 0.1%
2.61	1	< 0.1%
2.593333333	1	< 0.1%
2.573333333	1	< 0.1%
2.563333333	1	< 0.1%
2.556666667	1	< 0.1%
2.5	1	< 0.1%
2.376666667	1	< 0.1%
2.323333333	1	< 0.1%
2.286666667	1	< 0.1%

Dem4
Real number (ℝ)

Distinct	1034
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666475

Minimum	-4.0433333
Maximum	6.44
Zeros	108
Zeros (%)	< 0.1%
Negative	5969
Negative (%)	2.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-4.0433333
5-th percentile	0.17
Q1	0.51
median	0.69
Q3	0.84
95-th percentile	1.11
Maximum	6.44
Range	10.483333
Interquartile range (IQR)	0.33

Descriptive statistics

Standard deviation	0.29208658
Coefficient of variation (CV)	0.43813112
Kurtosis	10.419884
Mean	0.66666475
Median Absolute Deviation (MAD)	0.16333333
Skewness	-1.1009925
Sum	189870.79
Variance	0.085314568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7266666667	1793	0.6%
0.7333333333	1677	0.6%
0.72	1677	0.6%
0.74	1668	0.6%
0.78	1658	0.6%
0.7233333333	1641	0.6%
0.79	1637	0.6%
0.73	1636	0.6%
0.7033333333	1635	0.6%
0.7166666667	1634	0.6%
Other values (1024)	268151	94.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.043333333	1	< 0.1%
-3.853333333	1	< 0.1%
-3.766666667	1	< 0.1%
-3.753333333	1	< 0.1%
-3.75	1	< 0.1%
-3.56	1	< 0.1%
-3.553333333	2	< 0.1%
-3.483333333	1	< 0.1%
-3.476666667	2	< 0.1%
-3.463333333	1	< 0.1%

Value	Count	Frequency (%)
6.44	1	< 0.1%
3.43	1	< 0.1%
3.02	1	< 0.1%
2.813333333	1	< 0.1%
2.783333333	1	< 0.1%
2.7	1	< 0.1%
2.666666667	1	< 0.1%
2.573333333	1	< 0.1%
2.533333333	1	< 0.1%
2.52	1	< 0.1%

Dem5
Real number (ℝ)

Distinct	867
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666478

Minimum	-2.5
Maximum	2.3466667
Zeros	94
Zeros (%)	< 0.1%
Negative	3931
Negative (%)	1.4%
Memory size	4.3 MiB

Quantile statistics

Minimum	-2.5
5-th percentile	0.21333333
Q1	0.5
median	0.66666667
Q3	0.83333333
95-th percentile	1.13
Maximum	2.3466667
Range	4.8466667
Interquartile range (IQR)	0.33333333

Descriptive statistics

Standard deviation	0.27939305
Coefficient of variation (CV)	0.41909076
Kurtosis	2.5781841
Mean	0.66666478
Median Absolute Deviation (MAD)	0.16666667
Skewness	-0.25990508
Sum	189870.8
Variance	0.078060476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6433333333	1695	0.6%
0.64	1676	0.6%
0.6266666667	1672	0.6%
0.65	1656	0.6%
0.6733333333	1651	0.6%
0.7	1638	0.6%
0.6866666667	1604	0.6%
0.7133333333	1597	0.6%
0.6233333333	1592	0.6%
0.63	1591	0.6%
Other values (857)	268435	94.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.5	1	< 0.1%
-2.446666667	1	< 0.1%
-2.43	1	< 0.1%
-2.42	1	< 0.1%
-2.39	1	< 0.1%
-2.363333333	1	< 0.1%
-2.346666667	1	< 0.1%
-2.286666667	1	< 0.1%
-2.276666667	1	< 0.1%
-2.223333333	1	< 0.1%

Value	Count	Frequency (%)
2.346666667	1	< 0.1%
2.236666667	1	< 0.1%
2.1	1	< 0.1%
2.08	1	< 0.1%
2.066666667	1	< 0.1%
2.04	1	< 0.1%
2.03	1	< 0.1%
2.026666667	1	< 0.1%
2.023333333	1	< 0.1%
2.016666667	2	< 0.1%

Dem6
Real number (ℝ)

Distinct	836
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666373

Minimum	-1.7366667
Maximum	2.53
Zeros	77
Zeros (%)	< 0.1%
Negative	3334
Negative (%)	1.2%
Memory size	4.3 MiB

Quantile statistics

Minimum	-1.7366667
5-th percentile	0.21333333
Q1	0.51333333
median	0.66666667
Q3	0.82
95-th percentile	1.0966667
Maximum	2.53
Range	4.2666667
Interquartile range (IQR)	0.30666667

Descriptive statistics

Standard deviation	0.27134538
Coefficient of variation (CV)	0.40701986
Kurtosis	1.7250239
Mean	0.66666373
Median Absolute Deviation (MAD)	0.15333333
Skewness	0.10915468
Sum	189870.5
Variance	0.073628315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7333333333	2040	0.7%
0.6733333333	2037	0.7%
0.6366666667	1999	0.7%
0.69	1990	0.7%
0.6	1948	0.7%
0.6033333333	1911	0.7%
0.67	1899	0.7%
0.6133333333	1869	0.7%
0.6166666667	1859	0.7%
0.6933333333	1844	0.6%
Other values (826)	265411	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.736666667	1	< 0.1%
-1.646666667	1	< 0.1%
-0.9766666667	1	< 0.1%
-0.8933333333	1	< 0.1%
-0.8733333333	1	< 0.1%
-0.86	1	< 0.1%
-0.8466666667	1	< 0.1%
-0.8066666667	1	< 0.1%
-0.8	1	< 0.1%
-0.7966666667	1	< 0.1%

Value	Count	Frequency (%)
2.53	1	< 0.1%
2.523333333	1	< 0.1%
2.5	1	< 0.1%
2.41	1	< 0.1%
2.296666667	1	< 0.1%
2.283333333	1	< 0.1%
2.266666667	1	< 0.1%
2.243333333	1	< 0.1%
2.24	1	< 0.1%
2.233333333	1	< 0.1%

Dem7
Real number (ℝ)

Distinct	1619
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666919

Minimum	-17.5
Maximum	13.806667
Zeros	14
Zeros (%)	< 0.1%
Negative	1945
Negative (%)	0.7%
Memory size	4.3 MiB

Quantile statistics

Minimum	-17.5
5-th percentile	0.48
Q1	0.59666667
median	0.64666667
Q3	0.71
95-th percentile	0.94666667
Maximum	13.806667
Range	31.306667
Interquartile range (IQR)	0.11333333

Descriptive statistics

Standard deviation	0.25697738
Coefficient of variation (CV)	0.38546462
Kurtosis	271.02507
Mean	0.66666919
Median Absolute Deviation (MAD)	0.056666667
Skewness	-2.0371867
Sum	189872.05
Variance	0.066037376
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6266666667	5196	1.8%
0.6233333333	5045	1.8%
0.62	4989	1.8%
0.63	4972	1.7%
0.6333333333	4944	1.7%
0.6166666667	4908	1.7%
0.6366666667	4907	1.7%
0.61	4829	1.7%
0.6133333333	4828	1.7%
0.6433333333	4745	1.7%
Other values (1609)	235444	82.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.5	1	< 0.1%
-8.67	1	< 0.1%
-7.74	1	< 0.1%
-7.216666667	1	< 0.1%
-7.14	1	< 0.1%
-6.946666667	1	< 0.1%
-6.653333333	1	< 0.1%
-6.51	1	< 0.1%
-6.463333333	1	< 0.1%
-6.343333333	1	< 0.1%

Value	Count	Frequency (%)
13.80666667	1	< 0.1%
13.37333333	1	< 0.1%
9.413333333	1	< 0.1%
8.71	1	< 0.1%
8.55	1	< 0.1%
8.546666667	1	< 0.1%
7.25	1	< 0.1%
6.63	1	< 0.1%
6.606666667	1	< 0.1%
6.426666667	1	< 0.1%

Dem8
Real number (ℝ)

Distinct	1638
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6666675

Minimum	-10.943333
Maximum	9.7333333
Zeros	9
Zeros (%)	< 0.1%
Negative	1773
Negative (%)	0.6%
Memory size	4.3 MiB

Quantile statistics

Minimum	-10.943333
5-th percentile	0.5
Q1	0.59
median	0.65666667
Q3	0.73
95-th percentile	0.84666667
Maximum	9.7333333
Range	20.676667
Interquartile range (IQR)	0.14

Descriptive statistics

Standard deviation	0.24484123
Coefficient of variation (CV)	0.36726139
Kurtosis	207.27338
Mean	0.6666675
Median Absolute Deviation (MAD)	0.07
Skewness	3.5929487
Sum	189871.57
Variance	0.059947229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.58	4073	1.4%
0.6533333333	3871	1.4%
0.6566666667	3832	1.3%
0.5766666667	3806	1.3%
0.6466666667	3787	1.3%
0.65	3723	1.3%
0.64	3706	1.3%
0.66	3693	1.3%
0.6366666667	3687	1.3%
0.6266666667	3687	1.3%
Other values (1628)	246942	86.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.94333333	1	< 0.1%
-6.963333333	1	< 0.1%
-6.933333333	1	< 0.1%
-6.92	1	< 0.1%
-6.89	1	< 0.1%
-6.54	1	< 0.1%
-6.483333333	1	< 0.1%
-6.086666667	1	< 0.1%
-5.543333333	1	< 0.1%
-5.533333333	1	< 0.1%

Value	Count	Frequency (%)
9.733333333	6	< 0.1%
8.203333333	1	< 0.1%
8.2	1	< 0.1%
8.196666667	1	< 0.1%
8.193333333	2	< 0.1%
8.19	1	< 0.1%
7.966666667	1	< 0.1%
7.353333333	1	< 0.1%
7.11	2	< 0.1%
7.103333333	1	< 0.1%

Dem9
Real number (ℝ)

Distinct	851
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666821

Minimum	-2.9766667
Maximum	4.1666667
Zeros	29
Zeros (%)	< 0.1%
Negative	1290
Negative (%)	0.5%
Memory size	4.3 MiB

Quantile statistics

Minimum	-2.9766667
5-th percentile	0.30666667
Q1	0.48666667
median	0.67
Q3	0.84333333
95-th percentile	1.0433333
Maximum	4.1666667
Range	7.1433333
Interquartile range (IQR)	0.35666667

Descriptive statistics

Standard deviation	0.24190447
Coefficient of variation (CV)	0.36285587
Kurtosis	2.833175
Mean	0.66666821
Median Absolute Deviation (MAD)	0.18
Skewness	-0.21331342
Sum	189871.77
Variance	0.058517774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6933333333	1574	0.6%
0.7	1559	0.5%
0.7066666667	1558	0.5%
0.67	1550	0.5%
0.47	1537	0.5%
0.6666666667	1516	0.5%
0.6966666667	1509	0.5%
0.6633333333	1507	0.5%
0.66	1492	0.5%
0.4533333333	1489	0.5%
Other values (841)	269516	94.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.976666667	1	< 0.1%
-2.5	1	< 0.1%
-2.296666667	6	< 0.1%
-2.196666667	1	< 0.1%
-2.186666667	1	< 0.1%
-2.176666667	1	< 0.1%
-2.16	1	< 0.1%
-2.15	1	< 0.1%
-2.14	1	< 0.1%
-2.083333333	1	< 0.1%

Value	Count	Frequency (%)
4.166666667	1	< 0.1%
3.453333333	1	< 0.1%
3.44	1	< 0.1%
3.423333333	1	< 0.1%
3.12	1	< 0.1%
3.083333333	1	< 0.1%
3.073333333	1	< 0.1%
3.02	1	< 0.1%
2.93	1	< 0.1%
2.696666667	1	< 0.1%

Cred1
Real number (ℝ)

Distinct	1415
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666574

Minimum	-14.27
Maximum	8.1766667
Zeros	9
Zeros (%)	< 0.1%
Negative	1305
Negative (%)	0.5%
Memory size	4.3 MiB

Quantile statistics

Minimum	-14.27
5-th percentile	0.51
Q1	0.61333333
median	0.66333333
Q3	0.71666667
95-th percentile	0.83
Maximum	8.1766667
Range	22.446667
Interquartile range (IQR)	0.10333333

Descriptive statistics

Standard deviation	0.20815832
Coefficient of variation (CV)	0.31223792
Kurtosis	440.10288
Mean	0.66666574
Median Absolute Deviation (MAD)	0.05
Skewness	-5.8754507
Sum	189871.07
Variance	0.043329888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6633333333	5485	1.9%
0.6533333333	5364	1.9%
0.66	5327	1.9%
0.67	5276	1.9%
0.6566666667	5275	1.9%
0.65	5242	1.8%
0.6666666667	5194	1.8%
0.6466666667	5145	1.8%
0.6733333333	5119	1.8%
0.6433333333	5082	1.8%
Other values (1405)	232298	81.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.27	1	< 0.1%
-11.55666667	1	< 0.1%
-10.27666667	1	< 0.1%
-9.423333333	1	< 0.1%
-8.51	1	< 0.1%
-8.406666667	1	< 0.1%
-8.25	1	< 0.1%
-8.143333333	1	< 0.1%
-7.786666667	1	< 0.1%
-7.073333333	1	< 0.1%

Value	Count	Frequency (%)
8.176666667	1	< 0.1%
8.026666667	1	< 0.1%
7.6	1	< 0.1%
7.076666667	1	< 0.1%
7	1	< 0.1%
6.983333333	1	< 0.1%
6.786666667	1	< 0.1%
6.59	1	< 0.1%
6.583333333	1	< 0.1%
6.536666667	1	< 0.1%

Cred2
Real number (ℝ)

Distinct	507
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666806

Minimum	-0.28
Maximum	2.1933333
Zeros	10
Zeros (%)	< 0.1%
Negative	282
Negative (%)	0.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-0.28
5-th percentile	0.28666667
Q1	0.55
median	0.68
Q3	0.81333333
95-th percentile	0.95666667
Maximum	2.1933333
Range	2.4733333
Interquartile range (IQR)	0.26333333

Descriptive statistics

Standard deviation	0.20188452
Coefficient of variation (CV)	0.30282615
Kurtosis	0.61876027
Mean	0.66666806
Median Absolute Deviation (MAD)	0.13333333
Skewness	-0.55253961
Sum	189871.73
Variance	0.04075736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.68	3670	1.3%
0.6733333333	3601	1.3%
0.6766666667	3551	1.2%
0.67	3535	1.2%
0.6833333333	3479	1.2%
0.6666666667	3418	1.2%
0.6866666667	3305	1.2%
0.6633333333	3202	1.1%
0.69	3030	1.1%
0.66	3025	1.1%
Other values (497)	250991	88.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.28	1	< 0.1%
-0.2733333333	3	< 0.1%
-0.27	2	< 0.1%
-0.2633333333	2	< 0.1%
-0.26	2	< 0.1%
-0.2566666667	2	< 0.1%
-0.2533333333	2	< 0.1%
-0.25	3	< 0.1%
-0.2466666667	3	< 0.1%
-0.2433333333	3	< 0.1%

Value	Count	Frequency (%)
2.193333333	1	< 0.1%
2.006666667	2	< 0.1%
2.003333333	1	< 0.1%
2	1	< 0.1%
1.996666667	1	< 0.1%
1.993333333	1	< 0.1%
1.986666667	2	< 0.1%
1.983333333	3	< 0.1%
1.98	1	< 0.1%
1.976666667	1	< 0.1%

Cred3
Real number (ℝ)

Distinct	655
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666595

Minimum	-2.7666667
Maximum	3.1733333
Zeros	10
Zeros (%)	< 0.1%
Negative	808
Negative (%)	0.3%
Memory size	4.3 MiB

Quantile statistics

Minimum	-2.7666667
5-th percentile	0.39
Q1	0.56
median	0.67333333
Q3	0.78333333
95-th percentile	0.92
Maximum	3.1733333
Range	5.94
Interquartile range (IQR)	0.22333333

Descriptive statistics

Standard deviation	0.17376491
Coefficient of variation (CV)	0.26064764
Kurtosis	4.2923949
Mean	0.66666595
Median Absolute Deviation (MAD)	0.11
Skewness	-0.41594797
Sum	189871.13
Variance	0.030194243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.57	2555	0.9%
0.5766666667	2533	0.9%
0.58	2474	0.9%
0.79	2414	0.8%
0.75	2397	0.8%
0.5666666667	2383	0.8%
0.5733333333	2362	0.8%
0.5866666667	2346	0.8%
0.7466666667	2343	0.8%
0.7433333333	2337	0.8%
Other values (645)	260663	91.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.766666667	1	< 0.1%
-2.233333333	1	< 0.1%
-1.833333333	1	< 0.1%
-1.693333333	1	< 0.1%
-1.676666667	1	< 0.1%
-1.57	1	< 0.1%
-1.476666667	1	< 0.1%
-1.346666667	1	< 0.1%
-1.263333333	2	< 0.1%
-0.9766666667	1	< 0.1%

Value	Count	Frequency (%)
3.173333333	1	< 0.1%
2.69	1	< 0.1%
2.616666667	1	< 0.1%
2.61	1	< 0.1%
2.513333333	1	< 0.1%
2.51	1	< 0.1%
2.506666667	1	< 0.1%
2.49	1	< 0.1%
2.46	1	< 0.1%
2.293333333	1	< 0.1%

Cred4
Real number (ℝ)

Distinct	470
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666746

Minimum	-0.2
Maximum	1.84
Zeros	0
Zeros (%)	0.0%
Negative	4
Negative (%)	< 0.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-0.2
5-th percentile	0.43333333
Q1	0.55666667
median	0.65
Q3	0.74666667
95-th percentile	0.97333333
Maximum	1.84
Range	2.04
Interquartile range (IQR)	0.19

Descriptive statistics

Standard deviation	0.16074502
Coefficient of variation (CV)	0.24111725
Kurtosis	0.91862884
Mean	0.66666746
Median Absolute Deviation (MAD)	0.093333333
Skewness	0.57660471
Sum	189871.56
Variance	0.025838963
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	4184	1.5%
0.6966666667	3730	1.3%
0.69	3549	1.2%
0.7133333333	3438	1.2%
0.7166666667	3362	1.2%
0.7033333333	3231	1.1%
0.6933333333	3219	1.1%
0.6333333333	3194	1.1%
0.7066666667	3160	1.1%
0.5566666667	3080	1.1%
Other values (460)	250660	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.2	1	< 0.1%
-0.1766666667	1	< 0.1%
-0.08	1	< 0.1%
-0.02333333333	1	< 0.1%
0.04666666667	1	< 0.1%
0.07333333333	1	< 0.1%
0.07666666667	1	< 0.1%
0.09	3	< 0.1%
0.09333333333	1	< 0.1%
0.1	1	< 0.1%

Value	Count	Frequency (%)
1.84	1	< 0.1%
1.82	1	< 0.1%
1.806666667	1	< 0.1%
1.74	1	< 0.1%
1.72	1	< 0.1%
1.706666667	4	< 0.1%
1.696666667	1	< 0.1%
1.693333333	1	< 0.1%
1.69	3	< 0.1%
1.68	2	< 0.1%

Cred5
Real number (ℝ)

Distinct	971
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666639

Minimum	-6.8566667
Maximum	11.203333
Zeros	11
Zeros (%)	< 0.1%
Negative	1242
Negative (%)	0.4%
Memory size	4.3 MiB

Quantile statistics

Minimum	-6.8566667
5-th percentile	0.52666667
Q1	0.64333333
median	0.66666667
Q3	0.69666667
95-th percentile	0.79666667
Maximum	11.203333
Range	18.06
Interquartile range (IQR)	0.053333333

Descriptive statistics

Standard deviation	0.13454974
Coefficient of variation (CV)	0.2018247
Kurtosis	244.94869
Mean	0.66666639
Median Absolute Deviation (MAD)	0.026666667
Skewness	-1.1714948
Sum	189871.25
Variance	0.018103633
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.66	11917	4.2%
0.6566666667	11053	3.9%
0.6766666667	10660	3.7%
0.6633333333	10589	3.7%
0.6666666667	10426	3.7%
0.6733333333	10193	3.6%
0.67	10010	3.5%
0.6533333333	9446	3.3%
0.68	9322	3.3%
0.6433333333	9196	3.2%
Other values (961)	181995	63.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.856666667	1	< 0.1%
-2.633333333	1	< 0.1%
-2.616666667	1	< 0.1%
-2.596666667	1	< 0.1%
-2.513333333	2	< 0.1%
-2.463333333	1	< 0.1%
-2.293333333	2	< 0.1%
-2.28	2	< 0.1%
-2.233333333	1	< 0.1%
-2.19	1	< 0.1%

Value	Count	Frequency (%)
11.20333333	1	< 0.1%
4.716666667	1	< 0.1%
4.38	1	< 0.1%
4.17	1	< 0.1%
4.046666667	1	< 0.1%
3.96	1	< 0.1%
3.733333333	1	< 0.1%
3.643333333	1	< 0.1%
3.57	1	< 0.1%
3.416666667	1	< 0.1%

Cred6
Real number (ℝ)

Distinct	837
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66666594

Minimum	-4.4766667
Maximum	11.95
Zeros	4
Zeros (%)	< 0.1%
Negative	497
Negative (%)	0.2%
Memory size	4.3 MiB

Quantile statistics

Minimum	-4.4766667
5-th percentile	0.56
Q1	0.65
median	0.67
Q3	0.69333333
95-th percentile	0.75333333
Maximum	11.95
Range	16.426667
Interquartile range (IQR)	0.043333333

Descriptive statistics

Standard deviation	0.11003494
Coefficient of variation (CV)	0.16505259
Kurtosis	933.24083
Mean	0.66666594
Median Absolute Deviation (MAD)	0.02
Skewness	11.190144
Sum	189871.13
Variance	0.012107689
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6733333333	18511	6.5%
0.67	16719	5.9%
0.6766666667	15602	5.5%
0.6666666667	12178	4.3%
0.6533333333	11843	4.2%
0.6466666667	11667	4.1%
0.6566666667	11149	3.9%
0.65	10780	3.8%
0.68	10005	3.5%
0.6633333333	8931	3.1%
Other values (827)	157422	55.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.476666667	1	< 0.1%
-3.236666667	1	< 0.1%
-2.54	1	< 0.1%
-2.22	1	< 0.1%
-2.16	1	< 0.1%
-2.153333333	1	< 0.1%
-2.14	1	< 0.1%
-2.136666667	1	< 0.1%
-2.12	1	< 0.1%
-2.113333333	1	< 0.1%

Value	Count	Frequency (%)
11.95	1	< 0.1%
8.206666667	1	< 0.1%
6.043333333	1	< 0.1%
5.98	1	< 0.1%
5.956666667	2	< 0.1%
5.923333333	1	< 0.1%
5.91	1	< 0.1%
5.883333333	1	< 0.1%
5.876666667	1	< 0.1%
5.873333333	1	< 0.1%

Normalised_FNT
Real number (ℝ)

Distinct	32767
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-227.9126

Minimum	-250
Maximum	6172.79
Zeros	129
Zeros (%)	< 0.1%
Negative	281738
Negative (%)	98.9%
Memory size	4.3 MiB

Quantile statistics

Minimum	-250
5-th percentile	-249.77
Q1	-248.6
median	-244.5
Q3	-230.70875
95-th percentile	-158.75
Maximum	6172.79
Range	6422.79
Interquartile range (IQR)	17.89125

Descriptive statistics

Standard deviation	62.530027
Coefficient of variation (CV)	-0.27435968
Kurtosis	845.09265
Mean	-227.9126
Median Absolute Deviation (MAD)	5.055
Skewness	16.977724
Sum	-64911102
Variance	3910.0043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-249.75	13688	4.8%
-249.505	6044	2.1%
-249.7775	4872	1.7%
-247.5025	4747	1.7%
-246.25	3280	1.2%
-249.81	2998	1.1%
-247.5	2950	1.0%
-249.6775	2892	1.0%
-249.5525	2623	0.9%
-249.7525	2304	0.8%
Other values (32757)	238409	83.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-250	1825	0.6%
-249.9975	718	0.3%
-249.995	85	< 0.1%
-249.9925	3	< 0.1%
-249.99	11	< 0.1%
-249.9875	44	< 0.1%
-249.985	3	< 0.1%
-249.9825	11	< 0.1%
-249.98	10	< 0.1%
-249.9775	2	< 0.1%

Value	Count	Frequency (%)
6172.79	1	< 0.1%
4664.1325	1	< 0.1%
4477.5	1	< 0.1%
2977.7325	1	< 0.1%
2724.5225	1	< 0.1%
2697.46	1	< 0.1%
2299.86	1	< 0.1%
2250	1	< 0.1%
1947.565	1	< 0.1%
1946.75	1	< 0.1%

Target
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	56962
Missing (%)	20.0%
Memory size	4.3 MiB

0.0	227451
1.0	394

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	683535
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	227451	79.9%
1.0	394	0.1%
(Missing)	56962	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	227451	99.8%
1.0	394	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	455296	66.6%
.	227845	33.3%
1	394	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	455690	66.7%
Other Punctuation	227845	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	455296	99.9%
1	394	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	227845	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	683535	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	455296	66.6%
.	227845	33.3%
1	394	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	683535	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	455296	66.6%
.	227845	33.3%
1	394	0.1%

data
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

train	227845
test	56962

Length

Max length	5
Median length	5
Mean length	4.7999979
Min length	4

Characters and Unicode

Total characters	1367073
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	train
2nd row	train
3rd row	train
4th row	train
5th row	train

Common Values

Value	Count	Frequency (%)
train	227845	80.0%
test	56962	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
train	227845	80.0%
test	56962	20.0%

Most occurring characters

Value	Count	Frequency (%)
t	341769	25.0%
r	227845	16.7%
a	227845	16.7%
i	227845	16.7%
n	227845	16.7%
e	56962	4.2%
s	56962	4.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1367073	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	341769	25.0%
r	227845	16.7%
a	227845	16.7%
i	227845	16.7%
n	227845	16.7%
e	56962	4.2%
s	56962	4.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1367073	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	341769	25.0%
r	227845	16.7%
a	227845	16.7%
i	227845	16.7%
n	227845	16.7%
e	56962	4.2%
s	56962	4.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1367073	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	341769	25.0%
r	227845	16.7%
a	227845	16.7%
i	227845	16.7%
n	227845	16.7%
e	56962	4.2%
s	56962	4.2%

geo_score
Real number (ℝ)

Distinct	8359
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.8129856 × 10^-6

Minimum	-18.68
Maximum	7.85
Zeros	712
Zeros (%)	0.2%
Negative	120769
Negative (%)	42.4%
Memory size	4.3 MiB

Quantile statistics

Minimum	-18.68
5-th percentile	-1.97
Q1	-0.41
median	0.14
Q3	0.62
95-th percentile	1.24
Maximum	7.85
Range	26.53
Interquartile range (IQR)	1.03

Descriptive statistics

Standard deviation	0.99920519
Coefficient of variation (CV)	-113378.74
Kurtosis	20.241055
Mean	-8.8129856 × 10^-6
Median Absolute Deviation (MAD)	0.51
Skewness	-2.2782965
Sum	-2.51
Variance	0.99841101
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	737	0.3%
0.4	733	0.3%
0.55	723	0.3%
0	712	0.2%
0.15	705	0.2%
0.45	704	0.2%
0.5	670	0.2%
0.2	664	0.2%
0.35	660	0.2%
0.1	660	0.2%
Other values (8349)	277839	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18.68	1	< 0.1%
-18.55	1	< 0.1%
-18.43	1	< 0.1%
-18.05	1	< 0.1%
-17.77	1	< 0.1%
-17.63	1	< 0.1%
-17.23	1	< 0.1%
-17.18	2	< 0.1%
-17.15	1	< 0.1%
-17.13	1	< 0.1%

Value	Count	Frequency (%)
7.85	1	< 0.1%
4.85	1	< 0.1%
4.57	1	< 0.1%
4.47	1	< 0.1%
4.41	1	< 0.1%
4.4	1	< 0.1%
4.32	2	< 0.1%
4.3	1	< 0.1%
4.29	1	< 0.1%
4.24	1	< 0.1%

instance_scores
Real number (ℝ)

Distinct	4894
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.8791427 × 10^-6

Minimum	-24.59
Maximum	23.75
Zeros	758
Zeros (%)	0.3%
Negative	159530
Negative (%)	56.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	-24.59
5-th percentile	-1.34
Q1	-0.54
median	-0.09
Q3	0.45
95-th percentile	1.55
Maximum	23.75
Range	48.34
Interquartile range (IQR)	0.99

Descriptive statistics

Standard deviation	1.0888512
Coefficient of variation (CV)	-378185.91
Kurtosis	31.989384
Mean	-2.8791427 × 10^-6
Median Absolute Deviation (MAD)	0.48
Skewness	1.187075
Sum	-0.82
Variance	1.1855969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.22	1401	0.5%
-0.35	1242	0.4%
-0.51	1233	0.4%
-0.41	1187	0.4%
-0.2	1151	0.4%
-0.36	1134	0.4%
-0.37	1131	0.4%
-0.55	1119	0.4%
-0.38	1096	0.4%
-0.19	1086	0.4%
Other values (4884)	273027	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24.59	1	< 0.1%
-24.4	1	< 0.1%
-23.23	1	< 0.1%
-22.19	3	< 0.1%
-22.19	1	< 0.1%
-20.95	1	< 0.1%
-19.84	1	< 0.1%
-18.91	1	< 0.1%
-18.27	1	< 0.1%
-17.14	1	< 0.1%

Value	Count	Frequency (%)
23.75	1	< 0.1%
15.33	1	< 0.1%
15.25	1	< 0.1%
15.24	1	< 0.1%
13.81	1	< 0.1%
13.73	1	< 0.1%
13.64	1	< 0.1%
13.56	1	< 0.1%
13.25	1	< 0.1%
13.2	1	< 0.1%

qsets_normalized_tat
Real number (ℝ)

Distinct	7862
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0147223 × 10^-5

Minimum	-25.16
Maximum	9.25
Zeros	810
Zeros (%)	0.3%
Negative	153261
Negative (%)	53.8%
Memory size	4.3 MiB

Quantile statistics

Minimum	-25.16
5-th percentile	-0.98
Q1	-0.48
median	-0.07
Q3	0.4
95-th percentile	1.27
Maximum	9.25
Range	34.41
Interquartile range (IQR)	0.88

Descriptive statistics

Standard deviation	0.84933594
Coefficient of variation (CV)	83701.322
Kurtosis	94.802979
Mean	1.0147223 × 10^-5
Median Absolute Deviation (MAD)	0.44
Skewness	-3.8451518
Sum	2.89
Variance	0.72137154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4	867	0.3%
-0.35	861	0.3%
-0.25	856	0.3%
-0.55	835	0.3%
-0.45	822	0.3%
-0.3	817	0.3%
-0.5	811	0.3%
0	810	0.3%
-0.15	810	0.3%
0.1	791	0.3%
Other values (7852)	276527	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25.16	1	< 0.1%
-24.02	1	< 0.1%
-23.82	1	< 0.1%
-23.24	1	< 0.1%
-22.88	1	< 0.1%
-22.67	1	< 0.1%
-22.61	1	< 0.1%
-22.54	1	< 0.1%
-21.91	1	< 0.1%
-21.71	1	< 0.1%

Value	Count	Frequency (%)
9.25	1	< 0.1%
9.21	1	< 0.1%
8.54	1	< 0.1%
7.89	1	< 0.1%
7.77	1	< 0.1%
7.73	1	< 0.1%
7.61	1	< 0.1%
7.57	1	< 0.1%
7.45	1	< 0.1%
7.41	1	< 0.1%

lambda_wt
Real number (ℝ)

Distinct	1400
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1431566 × 10^-6

Minimum	-19.21
Maximum	10.53
Zeros	1709
Zeros (%)	0.6%
Negative	132924
Negative (%)	46.7%
Memory size	4.3 MiB

Quantile statistics

Minimum	-19.21
5-th percentile	-1.44
Q1	-0.43
median	0.05
Q3	0.49
95-th percentile	1.39
Maximum	10.53
Range	29.74
Interquartile range (IQR)	0.92

Descriptive statistics

Standard deviation	0.95860565
Coefficient of variation (CV)	231370.85
Kurtosis	23.877756
Mean	4.1431566 × 10^-6
Median Absolute Deviation (MAD)	0.46
Skewness	-1.9951411
Sum	1.18
Variance	0.91892479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.19	1847	0.6%
-0.03	1786	0.6%
0.2	1771	0.6%
0.15	1768	0.6%
0.21	1768	0.6%
0.18	1754	0.6%
0.02	1736	0.6%
0.22	1734	0.6%
-0.06	1731	0.6%
0.05	1727	0.6%
Other values (1390)	267185	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.21	1	< 0.1%
-18.82	1	< 0.1%
-18.49	1	< 0.1%
-18.39	1	< 0.1%
-18.05	1	< 0.1%
-17.72	1	< 0.1%
-17.62	1	< 0.1%
-17.48	1	< 0.1%
-17.23	1	< 0.1%
-16.34	1	< 0.1%

Value	Count	Frequency (%)
10.53	1	< 0.1%
7.75	1	< 0.1%
7.69	1	< 0.1%
7.67	1	< 0.1%
7.52	1	< 0.1%
7.44	1	< 0.1%
7.42	1	< 0.1%
7.29	1	< 0.1%
7.23	1	< 0.1%
7.19	1	< 0.1%

Auto

Heatmap
Table

	id	Per1	Per2	Per3	Per4	Per5	Per6	Per7	Per8	Per9	Dem1	Dem2	Dem3	Dem4	Dem5	Dem6	Dem7	Dem8	Dem9	Cred1	Cred2	Cred3	Cred4	Cred5	Cred6	Normalised_FNT	geo_score	instance_scores	qsets_normalized_tat	lambda_wt	Target	data
id	1.000	0.191	-0.006	-0.473	-0.142	0.226	-0.111	0.117	-0.104	0.018	-0.227	-0.045	-0.205	0.002	0.091	0.025	-0.120	0.097	0.133	0.148	-0.016	-0.259	0.000	-0.035	-0.143	-0.040	0.074	0.015	-0.102	-0.092	0.021	0.000
Per1	0.191	1.000	-0.384	-0.412	0.101	-0.107	-0.087	-0.228	-0.236	0.139	0.014	0.048	0.030	0.038	-0.044	0.031	-0.210	-0.062	-0.029	0.145	-0.000	0.049	0.006	-0.105	-0.208	-0.087	0.003	0.232	-0.058	-0.024	0.156	0.001
Per2	-0.006	-0.384	1.000	0.074	0.155	0.343	-0.110	0.426	0.007	-0.078	-0.013	0.029	0.038	0.068	0.011	0.002	0.041	-0.098	-0.056	-0.095	0.013	-0.086	0.034	0.129	0.138	-0.502	0.053	-0.212	-0.002	0.088	0.264	0.005
Per3	-0.473	-0.412	0.074	1.000	0.061	-0.224	0.171	-0.075	0.164	-0.031	0.056	0.007	0.051	-0.047	-0.045	-0.015	0.108	-0.040	0.004	-0.140	-0.001	0.032	-0.017	0.140	0.180	-0.000	-0.052	-0.071	-0.035	-0.131	0.367	0.002
Per4	-0.142	0.101	0.155	0.061	1.000	0.021	0.075	0.060	-0.010	0.105	-0.013	-0.025	0.053	-0.041	0.021	-0.018	-0.010	0.039	-0.005	0.010	-0.009	0.061	-0.064	-0.034	0.005	-0.022	0.148	0.026	0.049	0.099	0.384	0.000
Per5	0.226	-0.107	0.343	-0.224	0.021	1.000	-0.008	0.432	-0.057	-0.057	0.011	0.020	-0.041	-0.008	-0.016	0.012	0.057	-0.040	-0.011	-0.108	-0.023	-0.016	0.030	0.013	-0.028	-0.314	-0.049	-0.155	-0.146	0.035	0.210	0.000
Per6	-0.111	-0.087	-0.110	0.171	0.075	-0.008	1.000	-0.293	0.444	0.029	0.060	-0.004	-0.046	-0.020	0.052	0.032	0.053	0.035	0.040	-0.050	-0.135	-0.011	-0.024	0.074	0.020	0.205	0.037	0.063	-0.027	-0.069	0.000	0.000
Per7	0.117	-0.228	0.426	-0.075	0.060	0.432	-0.293	1.000	-0.389	-0.100	0.004	-0.016	-0.051	-0.120	-0.071	0.001	0.160	-0.022	-0.024	-0.186	-0.013	-0.046	0.017	-0.094	0.057	-0.030	-0.044	-0.208	-0.147	0.058	0.303	0.000
Per8	-0.104	-0.236	0.007	0.164	-0.010	-0.057	0.444	-0.389	1.000	-0.003	0.053	-0.145	-0.017	0.089	0.067	-0.033	0.006	0.077	0.020	0.075	-0.025	-0.074	-0.008	0.190	0.089	0.004	0.106	-0.121	0.075	0.041	0.206	0.000
Per9	0.018	0.139	-0.078	-0.031	0.105	-0.057	0.029	-0.100	-0.003	1.000	-0.031	-0.048	-0.004	-0.032	-0.015	0.003	-0.015	-0.066	0.002	0.074	-0.002	-0.023	0.027	-0.002	-0.104	-0.077	0.103	-0.291	-0.069	-0.031	0.381	0.000
Dem1	-0.227	0.014	-0.013	0.056	-0.013	0.011	0.060	0.004	0.053	-0.031	1.000	-0.035	-0.036	0.069	0.069	0.010	0.042	-0.001	0.001	0.031	-0.005	-0.005	-0.006	-0.026	-0.027	-0.044	0.197	0.034	0.074	0.151	0.608	0.003
Dem2	-0.045	0.048	0.029	0.007	-0.025	0.020	-0.004	-0.016	-0.145	-0.048	-0.035	1.000	0.014	0.000	-0.010	-0.006	0.101	-0.050	0.007	0.002	0.005	0.003	-0.004	0.004	-0.007	-0.006	0.187	0.000	-0.017	-0.093	0.009	0.000
Dem3	-0.205	0.030	0.038	0.051	0.053	-0.041	-0.046	-0.051	-0.017	-0.004	-0.036	0.014	1.000	0.014	0.013	-0.055	0.095	0.032	0.002	0.032	0.023	0.011	-0.016	0.029	0.038	-0.072	-0.069	-0.027	-0.024	0.019	0.008	0.000
Dem4	0.002	0.038	0.068	-0.047	-0.041	-0.008	-0.020	-0.120	0.089	-0.032	0.069	0.000	0.014	1.000	0.023	0.017	0.177	0.092	-0.045	0.045	-0.030	-0.015	0.042	-0.046	-0.010	-0.106	-0.118	-0.055	-0.237	-0.127	0.592	0.000
Dem5	0.091	-0.044	0.011	-0.045	0.021	-0.016	0.052	-0.071	0.067	-0.015	0.069	-0.010	0.013	0.023	1.000	-0.004	-0.106	0.026	0.057	-0.109	-0.048	-0.006	-0.027	0.020	0.023	0.048	-0.066	-0.054	-0.158	-0.027	0.511	0.003
Dem6	0.025	0.031	0.002	-0.015	-0.018	0.012	0.032	0.001	-0.033	0.003	0.010	-0.006	-0.055	0.017	-0.004	1.000	0.233	-0.006	-0.012	-0.078	-0.056	0.004	-0.016	-0.018	-0.040	-0.009	0.020	0.040	0.045	0.021	0.075	0.003
Dem7	-0.120	-0.210	0.041	0.108	-0.010	0.057	0.053	0.160	0.006	-0.015	0.042	0.101	0.095	0.177	-0.106	0.233	1.000	0.115	0.034	-0.195	0.041	0.045	0.047	0.104	0.275	0.201	0.014	-0.087	-0.017	-0.106	0.020	0.005
Dem8	0.097	-0.062	-0.098	-0.040	0.039	-0.040	0.035	-0.022	0.077	-0.066	-0.001	-0.050	0.032	0.092	0.026	-0.006	0.115	1.000	0.677	-0.250	0.032	0.037	-0.040	-0.027	0.067	0.194	0.031	-0.047	-0.009	0.084	0.071	0.006
Dem9	0.133	-0.029	-0.056	0.004	-0.005	-0.011	0.040	-0.024	0.020	0.002	0.001	0.007	0.002	-0.045	0.057	-0.012	0.034	0.677	1.000	-0.239	0.015	0.029	-0.040	0.072	-0.037	0.080	-0.014	0.042	0.013	-0.009	0.089	0.007
Cred1	0.148	0.145	-0.095	-0.140	0.010	-0.108	-0.050	-0.186	0.075	0.074	0.031	0.002	0.032	0.045	-0.109	-0.078	-0.195	-0.250	-0.239	1.000	0.097	-0.426	-0.002	0.049	-0.069	-0.057	0.081	0.077	0.037	0.016	0.018	0.000
Cred2	-0.016	-0.000	0.013	-0.001	-0.009	-0.023	-0.135	-0.013	-0.025	-0.002	-0.005	0.005	0.023	-0.030	-0.048	-0.056	0.041	0.032	0.015	0.097	1.000	0.001	0.005	-0.036	0.046	-0.013	-0.002	-0.008	0.052	-0.022	0.009	0.004
Cred3	-0.259	0.049	-0.086	0.032	0.061	-0.016	-0.011	-0.046	-0.074	-0.023	-0.005	0.003	0.011	-0.015	-0.006	0.004	0.045	0.037	0.029	-0.426	0.001	1.000	-0.053	-0.091	-0.052	0.023	0.003	-0.017	0.004	0.036	0.018	0.005
Cred4	0.000	0.006	0.034	-0.017	-0.064	0.030	-0.024	0.017	-0.008	0.027	-0.006	-0.004	-0.016	0.042	-0.027	-0.016	0.047	-0.040	-0.040	-0.002	0.005	-0.053	1.000	-0.163	-0.021	-0.067	0.012	-0.027	-0.008	-0.005	0.000	0.000
Cred5	-0.035	-0.105	0.129	0.140	-0.034	0.013	0.074	-0.094	0.190	-0.002	-0.026	0.004	0.029	-0.046	0.020	-0.018	0.104	-0.027	0.072	0.049	-0.036	-0.091	-0.163	1.000	0.458	-0.127	0.029	-0.021	0.046	-0.091	0.044	0.000
Cred6	-0.143	-0.208	0.138	0.180	0.005	-0.028	0.020	0.057	0.089	-0.104	-0.027	-0.007	0.038	-0.010	0.023	-0.040	0.275	0.067	-0.037	-0.069	0.046	-0.052	-0.021	0.458	1.000	0.010	-0.008	-0.130	0.065	-0.017	0.029	0.000
Normalised_FNT	-0.040	-0.087	-0.502	-0.000	-0.022	-0.314	0.205	-0.030	0.004	-0.077	-0.044	-0.006	-0.072	-0.106	0.048	-0.009	0.201	0.194	0.080	-0.057	-0.013	0.023	-0.067	-0.127	0.010	1.000	-0.039	0.055	0.054	-0.005	0.000	0.004
geo_score	0.074	0.003	0.053	-0.052	0.148	-0.049	0.037	-0.044	0.106	0.103	0.197	0.187	-0.069	-0.118	-0.066	0.020	0.014	0.031	-0.014	0.081	-0.002	0.003	0.012	0.029	-0.008	-0.039	1.000	-0.164	-0.205	-0.053	0.678	0.000
instance_scores	0.015	0.232	-0.212	-0.071	0.026	-0.155	0.063	-0.208	-0.121	-0.291	0.034	0.000	-0.027	-0.055	-0.054	0.040	-0.087	-0.047	0.042	0.077	-0.008	-0.017	-0.027	-0.021	-0.130	0.055	-0.164	1.000	-0.148	0.005	0.554	0.003
qsets_normalized_tat	-0.102	-0.058	-0.002	-0.035	0.049	-0.146	-0.027	-0.147	0.075	-0.069	0.074	-0.017	-0.024	-0.237	-0.158	0.045	-0.017	-0.009	0.013	0.037	0.052	0.004	-0.008	0.046	0.065	0.054	-0.205	-0.148	1.000	-0.165	0.693	0.000
lambda_wt	-0.092	-0.024	0.088	-0.131	0.099	0.035	-0.069	0.058	0.041	-0.031	0.151	-0.093	0.019	-0.127	-0.027	0.021	-0.106	0.084	-0.009	0.016	-0.022	0.036	-0.005	-0.091	-0.017	-0.005	-0.053	0.005	-0.165	1.000	0.656	0.005
Target	0.021	0.156	0.264	0.367	0.384	0.210	0.000	0.303	0.206	0.381	0.608	0.009	0.008	0.592	0.511	0.075	0.020	0.071	0.089	0.018	0.009	0.018	0.000	0.044	0.029	0.000	0.678	0.554	0.693	0.656	1.000	1.000
data	0.000	0.001	0.005	0.002	0.000	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.003	0.003	0.005	0.006	0.007	0.000	0.004	0.005	0.000	0.000	0.000	0.004	0.000	0.003	0.000	0.005	1.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	Group	Per1	Per2	Per3	Per4	Per5	Per6	Per7	Per8	Per9	Dem1	Dem2	Dem3	Dem4	Dem5	Dem6	Dem7	Dem8	Dem9	Cred1	Cred2	Cred3	Cred4	Cred5	Cred6	Normalised_FNT	data	geo_score	instance_scores	qsets_normalized_tat	lambda_wt
0	112751	Grp169	1.070000	0.580000	0.480000	0.766667	1.233333	1.993333	0.340000	1.010000	0.863333	0.460000	0.643333	0.736667	0.756667	0.813333	0.693333	0.666667	0.680000	0.726667	0.606667	1.010000	0.933333	0.603333	0.686667	0.673333	-245.7500	train	0.22	-0.06	-0.70	-0.13
1	18495	Grp161	0.473333	1.206667	0.883333	1.430000	0.726667	0.626667	0.810000	0.783333	0.190000	0.470000	0.613333	0.883333	0.653333	0.463333	0.483333	0.583333	0.716667	0.743333	0.680000	0.690000	0.560000	0.670000	0.553333	0.653333	-248.0000	train	-0.25	0.52	0.14	0.66
2	23915	Grp261	1.130000	0.143333	0.946667	0.123333	0.080000	0.836667	0.056667	0.756667	0.226667	0.660000	0.730000	0.873333	0.923333	1.223333	0.686667	0.606667	0.690000	0.820000	0.600000	0.383333	0.763333	0.670000	0.686667	0.673333	-233.1250	train	-0.95	1.56	-0.43	-0.51
3	50806	Grp198	0.636667	1.090000	0.750000	0.940000	0.743333	0.346667	0.956667	0.633333	0.486667	1.096667	0.466667	0.670000	0.526667	0.783333	0.856667	0.716667	0.720000	0.900000	0.680000	0.846667	0.423333	0.520000	0.846667	0.760000	-249.7775	train	0.49	0.70	-0.31	0.72
4	184244	Grp228	0.560000	1.013333	0.593333	0.416667	0.773333	0.460000	0.853333	0.796667	0.516667	0.756667	0.683333	0.296667	0.780000	0.636667	0.783333	0.630000	0.603333	0.486667	0.693333	0.526667	0.520000	0.716667	0.706667	0.673333	-247.5775	train	0.85	-0.47	-0.63	0.60
5	144029	Grp45	0.873333	0.140000	0.836667	0.273333	0.190000	0.653333	0.503333	0.723333	1.233333	1.150000	0.533333	0.986667	0.513333	0.783333	0.840000	0.823333	0.786667	0.880000	0.553333	0.700000	0.753333	0.700000	0.666667	0.686667	-176.2000	train	1.30	-1.16	-0.02	0.14
6	127618	Grp69	0.980000	0.546667	0.820000	0.863333	0.680000	1.163333	0.486667	0.893333	0.806667	1.300000	0.050000	0.780000	0.223333	-0.010000	0.293333	0.563333	0.650000	0.673333	0.716667	0.393333	0.673333	0.790000	0.676667	0.663333	-242.6275	train	0.74	-0.18	1.15	0.59
7	116319	Grp198	-0.136667	0.360000	0.366667	0.996667	0.473333	0.706667	0.676667	0.933333	0.166667	0.066667	0.783333	0.823333	-0.010000	1.060000	0.666667	0.676667	0.610000	0.563333	0.636667	0.416667	0.523333	0.603333	0.826667	0.626667	-191.0050	train	-0.23	0.59	0.76	0.72
8	66485	Grp57	1.010000	0.606667	0.823333	1.066667	0.516667	0.653333	0.633333	0.703333	0.790000	0.846667	0.343333	0.420000	0.683333	0.726667	0.813333	0.653333	0.603333	0.460000	0.640000	0.660000	0.826667	0.490000	0.670000	0.673333	-229.3475	train	0.62	-0.01	-0.38	0.32
9	117942	Grp271	-0.133333	0.890000	0.210000	0.333333	0.743333	1.023333	0.416667	0.096667	0.403333	0.453333	0.890000	0.306667	0.906667	0.660000	0.703333	0.806667	0.263333	0.840000	0.600000	0.140000	0.526667	0.973333	0.700000	0.616667	-217.2425	train	1.21	-1.33	-0.42	1.02

	id	Group	Per1	Per2	Per3	Per4	Per5	Per6	Per7	Per8	Per9	Dem1	Dem2	Dem3	Dem4	Dem5	Dem6	Dem7	Dem8	Dem9	Cred1	Cred2	Cred3	Cred4	Cred5	Cred6	Normalised_FNT	Target	data	geo_score	instance_scores	qsets_normalized_tat	lambda_wt
284797	221425	Grp41	1.313333	0.233333	0.490000	0.346667	0.426667	0.920000	0.236667	0.773333	0.720000	0.600000	0.680000	1.143333	0.830000	-0.110000	0.386667	0.653333	0.833333	1.166667	0.723333	0.303333	0.520000	0.676667	0.686667	0.650000	-235.2500	NaN	test	-0.43	0.61	0.84	-0.34
284798	57694	Grp86	0.243333	1.136667	1.103333	0.723333	0.556667	0.240000	0.856667	0.713333	0.493333	0.616667	0.813333	0.740000	0.766667	0.513333	0.310000	0.556667	0.673333	0.580000	0.706667	0.956667	0.516667	0.356667	0.533333	0.713333	-247.5025	NaN	test	0.63	-0.56	-0.45	0.34
284799	89061	Grp44	-0.013333	0.976667	1.053333	0.310000	0.736667	0.353333	1.060000	-0.430000	0.640000	0.656667	0.450000	0.733333	0.660000	0.423333	0.463333	0.323333	1.346667	0.426667	0.730000	0.916667	0.870000	0.970000	0.556667	0.503333	-226.1775	NaN	test	-0.29	-0.04	-0.37	-0.05
284800	185469	Grp89	0.590000	0.826667	0.700000	0.450000	1.076667	0.760000	0.963333	0.580000	0.706667	0.773333	0.916667	0.496667	0.593333	0.830000	0.930000	0.650000	0.716667	0.906667	0.673333	0.686667	0.370000	0.500000	0.616667	0.683333	-244.0825	NaN	test	0.86	-0.05	-0.96	-0.11
284801	256138	Grp457	-0.223333	1.543333	0.550000	2.090000	0.436667	0.843333	0.433333	1.236667	-0.240000	0.543333	0.246667	0.846667	0.880000	1.076667	1.156667	0.566667	0.816667	0.866667	0.546667	0.550000	0.860000	0.893333	0.383333	0.610000	-244.0800	NaN	test	-0.65	1.42	0.48	2.03
284802	18333	Grp102	0.553333	1.043333	1.096667	0.686667	0.673333	0.340000	0.900000	0.643333	0.543333	0.586667	0.660000	0.970000	0.796667	0.626667	0.636667	0.700000	0.576667	0.433333	0.660000	0.776667	0.610000	0.690000	0.750000	0.700000	-249.5050	NaN	test	-0.15	-0.51	0.01	-0.40
284803	244207	Grp504	1.353333	0.616667	0.276667	0.783333	0.690000	0.650000	0.473333	0.670000	1.023333	0.293333	0.940000	0.896667	0.983333	0.936667	0.576667	0.643333	0.713333	0.870000	0.683333	0.690000	0.640000	0.883333	0.663333	0.660000	-248.7525	NaN	test	0.11	-0.46	0.06	-1.54
284804	103277	Grp78	1.083333	0.433333	0.806667	0.490000	0.243333	0.316667	0.533333	0.606667	0.420000	0.480000	0.490000	1.023333	0.310000	0.906667	0.450000	0.536667	0.433333	0.063333	0.753333	0.780000	0.603333	0.880000	0.643333	0.676667	-231.0500	NaN	test	-0.53	0.65	-0.02	0.29
284805	273294	Grp134	0.566667	1.153333	0.370000	0.616667	0.793333	0.226667	0.910000	0.696667	0.600000	0.500000	0.896667	0.876667	0.683333	0.850000	0.573333	0.643333	0.776667	1.026667	0.626667	0.646667	0.566667	0.616667	0.713333	0.706667	-246.3150	NaN	test	0.27	-0.92	0.61	-0.69
284806	223337	Grp18	1.426667	0.110000	-0.006667	-0.200000	0.983333	1.870000	0.033333	0.963333	0.266667	0.586667	0.793333	0.780000	0.493333	0.623333	0.553333	0.543333	0.616667	0.670000	0.770000	0.893333	0.586667	0.616667	0.683333	0.650000	-248.4500	NaN	test	-0.70	1.57	0.35	-0.37

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample